Introduction to Matlab: Difference between revisions
From charlesreid1
m (moved Lecture:Introduction to Matlab to Introduction to Matlab) |
No edit summary |
||
| Line 185: | Line 185: | ||
What about the matrix representation of 4 equations? 5 equations? 6 equations? | What about the matrix representation of 4 equations? 5 equations? 6 equations? | ||
The matrix representation is | The matrix representation is easy and flexible | ||
== Solving Systems of Equations == | |||
Now let's talk about how you actually solve these systems... | |||
Going back to original example: | |||
<math> | |||
\begin{align} | |||
x - 2y &=& 1 \\ | |||
3x + 2y &=& 11 | |||
\end{align} | |||
</math> | |||
or, | |||
<math> | |||
\left[ | |||
\begin{array}{cc} | |||
1 & -2 \\ | |||
3 & 2 | |||
\end{array} | |||
\right] | |||
\left[ | |||
\begin{array}{c} | |||
x \\ | |||
y | |||
\end{array} | |||
\right] | |||
= | |||
\left[ | |||
\begin{array}{c} | |||
1 \\ | |||
11 | |||
\end{array} | |||
\right] | |||
</math> | |||
'''Option A:''' | |||
Use elimination to eliminate one variable, solve for the other variable | |||
Then plug that into one of these equations to find the other variable | |||
Example: | |||
Eliminate y by adding the two equations: | |||
<math> | |||
\begin{align} | |||
x - 2y & = & 1 \\ | |||
\underline{ + \left( 3x + 2y \right) } &=& \underline{ +(11) } \\ | |||
4x + 0y & = & 12 | |||
\end{align} | |||
</math> | |||
and therefore | |||
<math> | |||
x = 3 | |||
</math> | |||
Then solve for y by plugging <math>x=3</math> into original equations: | |||
<math> | |||
\begin{align} | |||
x - 2y &=& 1 \\ | |||
(3) - 2y &=& 1 \\ | |||
-2y &=& -2 \\ | |||
y &=& 1 | |||
</math> | |||
Let's see what's happening in matrix form: | |||
<math> | |||
\left[ | |||
\begin{array}{cc} | |||
1 & -2 \\ | |||
3 & 2 | |||
\end{array} | |||
\right] | |||
\left[ | |||
\begin{array}{c} | |||
x \\ | |||
y | |||
\end{array} | |||
\right] | |||
= | |||
\left[ | |||
\begin{array}{c} | |||
1 \\ | |||
11 | |||
\end{array} | |||
\right] | |||
</math> | |||
We're adding equation (1) to equation (2), and using that as our new equation (2) | |||
So in the matrix, we're replacing row(2) with ( row(1) + row(2) ) | |||
The matrix becomes: | |||
<math> | |||
\left[ | |||
\begin{array}{cc} | |||
1 & -2 \\ | |||
4 & 0 | |||
\end{array} | |||
\right] | |||
\left[ | |||
\begin{array}{c} | |||
x \\ | |||
y | |||
\end{array} | |||
\right] | |||
= | |||
\left[ | |||
\begin{array}{c} | |||
1 \\ | |||
12 | |||
\end{array} | |||
\right] | |||
</math> | |||
'''Option B:''' | |||
What's another way we can solve this? | |||
(Cramer's Rule homework assignment) | |||
Cramer's Rule: | |||
If we have a system like: | |||
<math> | |||
\left[ | |||
\begin{array}{cc} | |||
a & b \\ | |||
c & d | |||
\end{array} | |||
\right] | |||
\left[ | |||
\begin{array}{c} | |||
x \\ | |||
y | |||
\end{array} | |||
\right] | |||
= | |||
\left[ | |||
\begin{array}{c} | |||
e \\ | |||
f | |||
\end{array} | |||
\right] | |||
</math> | |||
then the solution is: | |||
<math> | |||
\begin{align} | |||
x &=& \frac{ed - bf}{ad - bc} = \frac{ (1)(2) - (-2)(11) }{ (1)(2) - (-2)(3) } \\ | |||
&=& \frac{2 + 22}{2 + 6} \\ | |||
x &=& 3 | |||
\end{align} | |||
</math> | |||
and for y: | |||
<math> | |||
\begin{align} | |||
y &=& \frac{af - ec}{ad - bc} = \frac{ (1)(11) - (1)(3) }{ (1)(2) - (-2)(3) } | |||
&=& \frac{11-3}{2+6} | |||
y &=& 1 | |||
\end{align} | |||
</math> | |||
One more 2x2 example: | |||
<math> | |||
\begin{align} | |||
2x + 4y &=& 1 \\ | |||
-3x - 2y &=& 3 | |||
\end{align} | |||
</math> | |||
or, | |||
<math> | |||
\left[ | |||
\begin{array}{cc} | |||
2 & 4 \\ | |||
-3 & -2 | |||
\end{array} | |||
\right] | |||
\left[ | |||
\begin{array}{c} | |||
x \\ | |||
y | |||
\end{array} | |||
\right] | |||
= | |||
\left[ | |||
\begin{array}{c} | |||
1 \\ | |||
3 | |||
\end{array} | |||
\right] | |||
</math> | |||
Let's try eliminating x or y and then solving for the remaining variable | |||
So try (1) + 2*(2): | |||
<math> | |||
\begin{align} | |||
2x + 4y &=& 1 \\ | |||
\underline{ +2 \left( -3x - 2y \right) } &=& \underline{ +2 (3) } \\ | |||
-4x + 0y &=& 7 | |||
\end{align} | |||
</math> | |||
and solving for x, | |||
<math> | |||
x = -\frac{7}{4} | |||
</math> | |||
Then we can plug this into our remaining equation and solve for y: | |||
<math> | |||
\begin{align} | |||
2x + 4y &=& 1 \\ | |||
2 \left( - \frac{7}{4} \right) + 4y &=& 1 \\ | |||
-\frac{14}{4} + 4y &=& 1 \\ | |||
4y &=& \frac{4}{4} + \frac{14}{4} = \frac{18}{4} \\ | |||
y &=& \frac{9}{8} | |||
\end{align} | |||
</math> | |||
Revision as of 21:58, 15 October 2010
1703 Lecture: Introduction to Matlab
Matrix Representation
$ x - 2y = 1 $
Can someone give me some values of x and y that satisfy this equation?
| x | y |
| 3 | 1 |
| 1 | 0 |
| 2 | $ \frac{1}{2} $ |
| 101 | 50 |
How many combinations of x and y will satisfy this equation? $ \infty $
How else can we represent this equation?
As a line:
(insert figure here)
Is the slope positive or negative?
What's the slope?
$ 3x + 2y = 11 $
Some values of x and y that satisfy this equation?
| x | y |
| 3 | 1 |
| 1 | 4 |
| 75 | -107 |
How many combinations of x and y will satisfy this equation? $ \infty $
We can also represent this equation as a line
(insert figure here - both lines on same plot)
What's the slope?
We can see that the point x=3, y=1 is where these two lines meet - which means it is the combination of x and y that satisfies both of these equations.
How else can we represent these equations?
In column form:
$ \left[ \begin{array}{cc} 1 \\ 3 \end{array} \right] x + \left[ \begin{array}{cc} -2 \\ 2 \end{array} \right] y = \left[ \begin{array}{cc} 1 \\ 11 \end{array} \right] $
After pushing these two columns together, we get:
$ \left[ \begin{array}{cc} 1 & -2 \\ 3 & 2 \end{array} \right] \left[ \begin{array}{c} x \\ y \end{array} \right] = \left[ \begin{array}{c} 1 \\ 11 \end{array} \right] $
What about the equations:
$ \begin{align} 3x + 5y + z & = & 16 \\ 2x - y - z & = & 3 \\ x + 4y - 2z &=& 3 \end{align} $
How to represent this graphically?
Instead of lines, use planes
Let's look at the first 2 equations only:
(Insert figure here)
The two planes intersect to form a line
Now the third equation: Also a plane
The line that represents the intersection of these first two equations will intersect the third equation's plane at one point
We can also represent these equations in matrix form:
$ \left[ \begin{array}{cc} 3 \\ 2 \\ 1 \end{array} \right] x + \left[ \begin{array}{cc} 5 \\ -1 \\ 4 \end{array} \right] y + \left[ \begin{array}{cc} 1 \\ -1 \\ -2 \end{array} \right] z = \left[ \begin{array}{cc} 16 \\ 3 \\ 3 \end{array} \right] $
$ \left[ \begin{array}{ccc} 3 & 5 & 1 \\ 2 & -1 & -1 \\ 1 & 4 & -2 \end{array} \right] \left[ \begin{array}{c} x \\ y \\ z \end{array} \right] = \left[ \begin{array}{c} 16 \\ 3 \\ 3 \end{array} \right] $
How do we represent 4 equations graphically?
5 equations?
6 equations?
We run into a limit using graphical methods
What about the matrix representation of 4 equations? 5 equations? 6 equations?
The matrix representation is easy and flexible
Solving Systems of Equations
Now let's talk about how you actually solve these systems...
Going back to original example:
$ \begin{align} x - 2y &=& 1 \\ 3x + 2y &=& 11 \end{align} $
or,
$ \left[ \begin{array}{cc} 1 & -2 \\ 3 & 2 \end{array} \right] \left[ \begin{array}{c} x \\ y \end{array} \right] = \left[ \begin{array}{c} 1 \\ 11 \end{array} \right] $
Option A:
Use elimination to eliminate one variable, solve for the other variable
Then plug that into one of these equations to find the other variable
Example:
Eliminate y by adding the two equations:
$ \begin{align} x - 2y & = & 1 \\ \underline{ + \left( 3x + 2y \right) } &=& \underline{ +(11) } \\ 4x + 0y & = & 12 \end{align} $
and therefore
$ x = 3 $
Then solve for y by plugging $ x=3 $ into original equations:
$ \begin{align} x - 2y &=& 1 \\ (3) - 2y &=& 1 \\ -2y &=& -2 \\ y &=& 1 $
Let's see what's happening in matrix form:
$ \left[ \begin{array}{cc} 1 & -2 \\ 3 & 2 \end{array} \right] \left[ \begin{array}{c} x \\ y \end{array} \right] = \left[ \begin{array}{c} 1 \\ 11 \end{array} \right] $
We're adding equation (1) to equation (2), and using that as our new equation (2)
So in the matrix, we're replacing row(2) with ( row(1) + row(2) )
The matrix becomes:
$ \left[ \begin{array}{cc} 1 & -2 \\ 4 & 0 \end{array} \right] \left[ \begin{array}{c} x \\ y \end{array} \right] = \left[ \begin{array}{c} 1 \\ 12 \end{array} \right] $
Option B:
What's another way we can solve this?
(Cramer's Rule homework assignment)
Cramer's Rule:
If we have a system like:
$ \left[ \begin{array}{cc} a & b \\ c & d \end{array} \right] \left[ \begin{array}{c} x \\ y \end{array} \right] = \left[ \begin{array}{c} e \\ f \end{array} \right] $
then the solution is:
$ \begin{align} x &=& \frac{ed - bf}{ad - bc} = \frac{ (1)(2) - (-2)(11) }{ (1)(2) - (-2)(3) } \\ &=& \frac{2 + 22}{2 + 6} \\ x &=& 3 \end{align} $
and for y:
$ \begin{align} y &=& \frac{af - ec}{ad - bc} = \frac{ (1)(11) - (1)(3) }{ (1)(2) - (-2)(3) } &=& \frac{11-3}{2+6} y &=& 1 \end{align} $
One more 2x2 example:
$ \begin{align} 2x + 4y &=& 1 \\ -3x - 2y &=& 3 \end{align} $
or,
$ \left[ \begin{array}{cc} 2 & 4 \\ -3 & -2 \end{array} \right] \left[ \begin{array}{c} x \\ y \end{array} \right] = \left[ \begin{array}{c} 1 \\ 3 \end{array} \right] $
Let's try eliminating x or y and then solving for the remaining variable
So try (1) + 2*(2):
$ \begin{align} 2x + 4y &=& 1 \\ \underline{ +2 \left( -3x - 2y \right) } &=& \underline{ +2 (3) } \\ -4x + 0y &=& 7 \end{align} $
and solving for x,
$ x = -\frac{7}{4} $
Then we can plug this into our remaining equation and solve for y:
$ \begin{align} 2x + 4y &=& 1 \\ 2 \left( - \frac{7}{4} \right) + 4y &=& 1 \\ -\frac{14}{4} + 4y &=& 1 \\ 4y &=& \frac{4}{4} + \frac{14}{4} = \frac{18}{4} \\ y &=& \frac{9}{8} \end{align} $